CloudML and self-adaptive cloudbased
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1 CloudML and elf-adaptive cloudbaed application Aleandro Roini INF Apr 2014
2 Larget reearch organiation in Scandinavia Technology, Medicine, Social Science Headquarter in Trondheim and Olo Office in Norway, Denmark, USA, Brazil, Chile 2100 employee from 70 countrie 1000 employee holding a Ph.D. 350 million euro annual turnover
3 Aleandro Roini Education M.Sc., Univerity of L'Aquila, Italy Univerity of Bergen, Norway Ph.D., Univerity of Bergen, Norway Employment 2007 Software engineer, Integrator, Bergen Reearch fellow, Univerity of Bergen 2012 Lecturer, Bergen Univerity College Reearch cientit, SINTEF, Olo
4 Cloud computing
5 Cloud computing explained
6 Cloud computing A computing model enabling ubiquitou network acce to a hared and virtualied pool of computing capabilitie (e.g., network, torage, proceing, and memory) that can be rapidly proviioned with minimal management effort ource: NIST
7 ource: Graviant
8 IaaS PaaS SaaS Conumer Applica'on Data Run- 'me Conumer Applica'on Data Run- 'me Applica'on Data Run- 'me Provider OS Virtualia'on Server Storage Provider OS Virtualia'on Server Storage Provider OS Virtualia'on Server Storage Network Network Network
9 PaaS Cloudify Cloud Foundry Scalr Framework jcloud Simple Cloud Deltacloud Librarie IaaS Amazon AWS OpenStack vcloud Stack Amazon AWS IBM SmartCloud Rackpace Terramark
10 Benefit Scalability Performance Availability Cot
11 Challenge Heterogeneity Incompatibility Lack of tandard Vendor lock-in Self-adaptation
12 Self-adaptation
13 Wed, 19 Feb Facebook acquire WhatApp Sat, 22 Feb 1.8 million uer regiter to Telegram and Telegram crahe
14
15 Self-adaptive cloud-baed application Cloud-baed application that elf-adapt to change in environment and requirement
16 Dynamically adaptive ytem Continuou deign and adaptation Short-term change in execution environment Long-term change in ytem requirement
17
18 CloudML Domain-pecific language (DSL) for modelling the proviioning and deployment of multi-cloud application at deign-time environment for enacting the proviioning and deployment of thee application at run-time
19 Deign-time
20
21 Deign-time deployment model No'fier [ela'city: 1..4 repone 'me < 50m] Tomcat:SC SL:VM Flexiant [loca'on: UK] Dipatcher Tomcat:SC [ela'city: 1..8] MongoDB [ela'city: 1..8] VM: Virtual machine SC: Servlet container LB: Load balancer SL: Small GNU/Linux ML: Medium GNU/Linux LL: Large GNU/Linux LL:VM SINTEF (OpenStack) [loca'on: NO]
22
23 Model caually connected to the running ytem A change in the model i reflected on-demand in the running ytem A change in the running ytem i automatically reflected in the model
24 Reaoning engine Target model Diff Current model Adapta'on engine Execu'on environment
25 Run-time deployment model 1:No'fier 2:Tomcat LB [repone 'me = 20m] 1:SL Flexiant [loca'on: UK] 1:Dipatcher LB 1:Tomcat 1:MongoDB LB 2:MongoDB 1:LL SINTEF (OpenStack) [loca'on: NO] VM: Virtual machine SC: Servlet container LB: Load balancer SL: Small GNU/Linux ML: Medium GNU/Linux LL: Large GNU/Linux
26 Run-time deployment model 1:No'fier 2:Tomcat LB [repone 'me = 80m] 1:SL Flexiant [loca'on: UK] 1:Dipatcher LB 1:Tomcat 1:MongoDB LB 2:MongoDB 1:LL SINTEF (OpenStack) [loca'on: NO] VM: Virtual machine SC: Servlet container LB: Load balancer SL: Small GNU/Linux ML: Medium GNU/Linux LL: Large GNU/Linux
27 Run-time deployment model 1:No'fier 2:Tomcat LB [repone 'me = 80m] 1:SL Flexiant [loca'on: UK] 1:Dipatcher 2:Dipatcher LB 1:Tomcat 3:Tomcat 1:MongoDB LB 2:MongoDB 1:LL SINTEF (OpenStack) [loca'on: NO] VM: Virtual machine SC: Servlet container LB: Load balancer SL: Small GNU/Linux ML: Medium GNU/Linux LL: Large GNU/Linux
28 Run-time deployment model 1:No'fier 2:Tomcat LB 2:No'fier 4:Tomcat [repone 'me = 20m] 1:SL Flexiant [loca'on: UK] 1:Dipatcher 2:Dipatcher LB 1:Tomcat 3:Tomcat 1:MongoDB LB 2:MongoDB 1:LL SINTEF (OpenStack) [loca'on: NO] VM: Virtual machine SC: Servlet container LB: Load balancer SL: Small GNU/Linux ML: Medium GNU/Linux LL: Large GNU/Linux
29 Metamodel
30 Metamodel (type portion)
31 EU Project
32 Reource cloudml.org github.com/sintef-9012/cloudml/
33 Thank you! More info: cloudml.org Get in aleandroroini.org
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